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Statistics-One--R

Lecture Topics

Lecture 1: Experimental research

Lecture 2: Correlational research

Lecture 3: Variables, distributions, and scales

Lecture 4: Summary statistics

Lecture 5: Correlation

Lecture 6: Measurement

Lecture 7: Introduction to regression

Lecture 8: Null hypothesis significance testing

Lecture 9: The central limit theorem

Lecture 10: Confidence intervals

Lecture 11: Multiple regression

Lecture 12: The general linear model

Lecture 13: Moderation

Lecture 14: Mediation

Lecture 15: Student’s t-test

Lecture 16: Analysis of variance (ANOVA)

Lecture 17: Factorial ANOVA

Lecture 18: Repeated measures ANOVA

Lecture 19: Chi-square tests

Lecture 20: Binary logistic regression

Lecture 21: Assumptions revisited

Lecture 22: Non-parametric statistics

Lecture 23: Generalized linear model

Lecture 24: Course summary

Lab Topics

Lab 1: Introduction to R

Lab 2: Histograms and summary statistics

Lab 3: Scatterplots and correlations

Lab 4: Regression

Lab 5: Confidence intervals

Lab 6: Multiple regression

Lab 7: Moderation and mediation

Lab 8: Group comparisons (t-tests, ANOVA, post-hoc tests)

Lab 9: Factorial ANOVA

Lab 10: Chi-square

Lab 11: Non-parametric tests

Lab 12: Non-linear regression